Enhancing Dropout Prediction in Distributed Educational Data Using Learning Pattern Awareness: A Federated Learning Approach

Enhancing Dropout Prediction in Distributed Educational Data Using Learning Pattern Awareness: A Federated Learning Approach

Learning patterns are crucial for predicting student dropout in educational settings, providing insights into students’ behaviors and motivations. However, existing mainstream dropout prediction models have limitations in effectively mining these learning patterns and cannot mine these learning patt...

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Bibliographic Details
Main Authors: Tiancheng Zhang, Hengyu Liu, Jiale Tao, Yuyang Wang, Minghe Yu, Hui Chen, Ge Yu
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Mathematics
Subjects:
data analysis
federated learning
machine learning
deep learning
dropout prediction
Online Access:https://www.mdpi.com/2227-7390/11/24/4977

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https://www.mdpi.com/2227-7390/11/24/4977

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